{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Census income classification with scikit-learn\n",
    "\n",
    "This example uses the standard <a href=\"https://archive.ics.uci.edu/ml/datasets/Adult\">adult census income dataset</a> from the UCI machine learning data repository. We train a k-nearest neighbors classifier using sci-kit learn and then explain the predictions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sklearn\n",
    "\n",
    "import shap"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load the census data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "X, y = shap.datasets.adult()\n",
    "X[\"Occupation\"] *= 1000  # to show the impact of feature scale on KNN predictions\n",
    "X_display, y_display = shap.datasets.adult(display=True)\n",
    "X_train, X_valid, y_train, y_valid = sklearn.model_selection.train_test_split(X, y, test_size=0.2, random_state=7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train a k-nearest neighbors classifier\n",
    "\n",
    "Here we just train directly on the data, without any normalizations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KNeighborsClassifier()"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "knn = sklearn.neighbors.KNeighborsClassifier()\n",
    "knn.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Explain predictions\n",
    "\n",
    "Normally we would use a logit link function to allow the additive feature inputs to better map to the model's probabilistic output space, but knn's can produce infinite log odds ratios so we don't for this example.\n",
    "\n",
    "It is important to note that Occupation is the dominant feature in the 1000 predictions we explain. This is because it has larger variations in value than the other features and so it impacts the k-nearest neighbors calculations more."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Permutation explainer: 1001it [00:25, 38.69it/s]                         \n"
     ]
    }
   ],
   "source": [
    "def f(x):\n",
    "    return knn.predict_proba(x)[:, 1]\n",
    "\n",
    "\n",
    "med = X_train.median().values.reshape((1, X_train.shape[1]))\n",
    "\n",
    "explainer = shap.Explainer(f, med)\n",
    "shap_values = explainer(X_valid.iloc[0:1000, :])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x468 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 422,
       "width": 608
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.waterfall(shap_values[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A summary beeswarm plot is an even better way to see the relative impact of all features over the entire dataset. Features are sorted by the sum of their SHAP value magnitudes across all samples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 351,
       "width": 617
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.beeswarm(shap_values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A heatmap plot provides another global view of the model's behavior, this time with a focus on population subgroups."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x540 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 392,
       "width": 655
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.heatmap(shap_values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Normalize the data before training the model\n",
    "\n",
    "Here we retrain a KNN model on standardized data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# normalize data\n",
    "dtypes = list(zip(X.dtypes.index, map(str, X.dtypes)))\n",
    "X_train_norm = X_train.copy()\n",
    "X_valid_norm = X_valid.copy()\n",
    "for k, dtype in dtypes:\n",
    "    m = X_train[k].mean()\n",
    "    s = X_train[k].std()\n",
    "    X_train_norm[k] -= m\n",
    "    X_train_norm[k] /= s\n",
    "\n",
    "    X_valid_norm[k] -= m\n",
    "    X_valid_norm[k] /= s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KNeighborsClassifier()"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "knn_norm = sklearn.neighbors.KNeighborsClassifier()\n",
    "knn_norm.fit(X_train_norm, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Explain predictions\n",
    "\n",
    "When we explain predictions from the new KNN model we find that Occupation is no longer the dominate feature, but instead more predictive features, such as marital status, drive most predictions. This is simple example of how explaining why your model is making it's predicitons can uncover problems in the training process."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Permutation explainer: 1001it [01:26, 11.55it/s]                         \n"
     ]
    }
   ],
   "source": [
    "def f(x):\n",
    "    return knn_norm.predict_proba(x)[:, 1]\n",
    "\n",
    "\n",
    "med = X_train_norm.median().values.reshape((1, X_train_norm.shape[1]))\n",
    "\n",
    "explainer = shap.Explainer(f, med)\n",
    "\n",
    "shap_values_norm = explainer(X_valid_norm.iloc[0:1000, :])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With a summary plot with see marital status is the most important on average, but other features (such as captial gain) can have more impact on a particular individual."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x453.6 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 394,
       "width": 564
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.summary_plot(shap_values_norm, X_valid.iloc[0:1000, :])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A dependence scatter plot shows how the number of years of education increases the chance of making over 50K annually."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 320,
       "width": 414
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.scatter(shap_values_norm[:, \"Education-Num\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr>\n",
    "Have an idea for more helpful examples? Pull requests that add to this documentation notebook are encouraged! "
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
